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2019 | OriginalPaper | Buchkapitel

Mining Personal Service Processes: The Social Perspective

verfasst von : Birger Lantow, Julian Schmitt, Fabienne Lambusch

Erschienen in: Business Process Management Workshops

Verlag: Springer International Publishing

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Abstract

The process of digital transformation opens more and more domains to data driven analysis. This also accounts for Process Mining of service processes. This work investigates the use of Process Mining in the domain of Personal Services focusing on the Social or Organizational Perspective respectively. Documenting research in progress, problems of “traditional” organizational mining approaches on knowledge-intensive service processes and possible solutions are shown. Furthermore, new objectives and thus approaches for Social Mining in the context of Process Mining are discussed, addressing the recently increasing focus on workforce well-being.

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Literatur
1.
Zurück zum Zitat Kurz, M., Herrmann, C.: Adaptive Case Management – Anwendung des Business Process Management 2.0-Konzepts auf schwach strukturierte Geschäftsprozesse. In: Sinz, E.J., Bartmann, D., Bodendorf, F., Ferstl, O.K. (eds.) Dienstorientierte IT-Systeme für hochflexible Geschäftsprozesse, pp. 241–265. University of Bamberg Press, Bamberg (2011) Kurz, M., Herrmann, C.: Adaptive Case Management – Anwendung des Business Process Management 2.0-Konzepts auf schwach strukturierte Geschäftsprozesse. In: Sinz, E.J., Bartmann, D., Bodendorf, F., Ferstl, O.K. (eds.) Dienstorientierte IT-Systeme für hochflexible Geschäftsprozesse, pp. 241–265. University of Bamberg Press, Bamberg (2011)
2.
5.
Zurück zum Zitat Motahari-Nezhad, H.R., Swenson, K.D.: Adaptive case management: overview and research challenges. In: Conference on Business Informatics, Wien, pp. 264–269 (2013) Motahari-Nezhad, H.R., Swenson, K.D.: Adaptive case management: overview and research challenges. In: Conference on Business Informatics, Wien, pp. 264–269 (2013)
7.
Zurück zum Zitat Ivarsson, M., et al.: Technology transfer decision support in requirements engineering research: a systematic review of REj. Requirements Eng. 14(3), 155–175 (2009)CrossRef Ivarsson, M., et al.: Technology transfer decision support in requirements engineering research: a systematic review of REj. Requirements Eng. 14(3), 155–175 (2009)CrossRef
8.
Zurück zum Zitat van der Aalst, W.M.P.: Exploring the CSCW spectrum using process mining. Adv. Eng. Inform. 21(2), 191–199 (2006)CrossRef van der Aalst, W.M.P.: Exploring the CSCW spectrum using process mining. Adv. Eng. Inform. 21(2), 191–199 (2006)CrossRef
9.
Zurück zum Zitat van der Aalst, W.M.P., et al.: Discovering social networks from event logs. Comput. Support. Coop. Work 14(6), 549–593 (2005)CrossRef van der Aalst, W.M.P., et al.: Discovering social networks from event logs. Comput. Support. Coop. Work 14(6), 549–593 (2005)CrossRef
11.
Zurück zum Zitat He, Z., et al.: A process mining approach to improve emergency rescue processes of fatal gas explosion accidents in Chinese coal mines. Saf. Sci. 111, 154–166 (2019)CrossRef He, Z., et al.: A process mining approach to improve emergency rescue processes of fatal gas explosion accidents in Chinese coal mines. Saf. Sci. 111, 154–166 (2019)CrossRef
12.
Zurück zum Zitat Kamal, I.M., et al.: Identifying key resources in a social network using f-PageRank. In: IEEE 24th International Conference on Web Services (2017) Kamal, I.M., et al.: Identifying key resources in a social network using f-PageRank. In: IEEE 24th International Conference on Web Services (2017)
13.
Zurück zum Zitat van der Aalst, W.M.P., et al.: Business process mining: an industrial application. Inf. Syst. 32(5), 713–732 (2006)CrossRef van der Aalst, W.M.P., et al.: Business process mining: an industrial application. Inf. Syst. 32(5), 713–732 (2006)CrossRef
15.
Zurück zum Zitat Appice, A.: Towards mining the organizational structure of a dynamic event scenario. J. Intell. Inf. Syst. 50(1), 165–193 (2017)CrossRef Appice, A.: Towards mining the organizational structure of a dynamic event scenario. J. Intell. Inf. Syst. 50(1), 165–193 (2017)CrossRef
17.
Zurück zum Zitat Lee, J., et al.: Dynamic human resource selection for business process exceptions. Knowl. Process Manage. J. Corp. Transform. 26(1), 23–31 (2018)CrossRef Lee, J., et al.: Dynamic human resource selection for business process exceptions. Knowl. Process Manage. J. Corp. Transform. 26(1), 23–31 (2018)CrossRef
18.
Zurück zum Zitat Matzner, M., et al.: Process mining approaches to detect organizational properties in cyber-physical systems. In: ECIS 2014 Proceedings (2014) Matzner, M., et al.: Process mining approaches to detect organizational properties in cyber-physical systems. In: ECIS 2014 Proceedings (2014)
20.
Zurück zum Zitat Creemers, M., et al.: Social mining as a knowledge management solution. In: CEUR Workshop Proceedings, vol. 1612 (2016) Creemers, M., et al.: Social mining as a knowledge management solution. In: CEUR Workshop Proceedings, vol. 1612 (2016)
21.
Zurück zum Zitat Liu, T., et al.: A closed-loop workflow management technique based on process mining. In: 15th International Conference on Mechatronics and Machine Vision in Practice, Auckland, New Zealand (2008) Liu, T., et al.: A closed-loop workflow management technique based on process mining. In: 15th International Conference on Mechatronics and Machine Vision in Practice, Auckland, New Zealand (2008)
22.
Zurück zum Zitat Accorsi, R., et al.: On the exploitation of process mining for security audits: the process discovery case. In: 28th Annual ACM Symposium on Applied Computing, Coimbra, Portugal (2013) Accorsi, R., et al.: On the exploitation of process mining for security audits: the process discovery case. In: 28th Annual ACM Symposium on Applied Computing, Coimbra, Portugal (2013)
23.
Zurück zum Zitat Sanchez-Cisneros, D., Gali, F.A.: UEM-UC3M: an ontology-based named entity recognition system for biomedical texts. In: Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 2: Seventh International Workshop on Semantic Evaluation (SemEval 2013), 2(SemEval), pp. 622–627 (2013) Sanchez-Cisneros, D., Gali, F.A.: UEM-UC3M: an ontology-based named entity recognition system for biomedical texts. In: Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 2: Seventh International Workshop on Semantic Evaluation (SemEval 2013), 2(SemEval), pp. 622–627 (2013)
24.
Zurück zum Zitat Liu, B.: Sentiment Analysis and Opinion Mining. Morgan and Claypool Publishers, San Rafael (2012)CrossRef Liu, B.: Sentiment Analysis and Opinion Mining. Morgan and Claypool Publishers, San Rafael (2012)CrossRef
25.
Zurück zum Zitat Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH
27.
Zurück zum Zitat Epp, C., Lippold, M., Mandryk, R.L.: Identifying emotional states using keystroke dynamics. In: 29th Annual CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, New York (2011). ISBN 978-1-4503-0267-8 Epp, C., Lippold, M., Mandryk, R.L.: Identifying emotional states using keystroke dynamics. In: 29th Annual CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, New York (2011). ISBN 978-1-4503-0267-8
28.
Zurück zum Zitat Lee, P.M., Tsui, W.H., Hsiao, T.C.: The influence of emotion on keyboard typing: an experimental study using auditory stimuli. PLoS ONE 10(6) (2015). ISSN 1932-6203 Lee, P.M., Tsui, W.H., Hsiao, T.C.: The influence of emotion on keyboard typing: an experimental study using auditory stimuli. PLoS ONE 10(6) (2015). ISSN 1932-6203
29.
Zurück zum Zitat Lv, H.R., Lin, Z.L., Yin, W.J., Dong, J.: Emotion recognition based on pressure sensor keyboards. In: IEEE International Conference on Multimedia and Expo, 2008, pp. 1089–1092. IEEE Service Center, Piscataway (2008). ISBN 978-1-4244-2571-6 Lv, H.R., Lin, Z.L., Yin, W.J., Dong, J.: Emotion recognition based on pressure sensor keyboards. In: IEEE International Conference on Multimedia and Expo, 2008, pp. 1089–1092. IEEE Service Center, Piscataway (2008). ISBN 978-1-4244-2571-6
Metadaten
Titel
Mining Personal Service Processes: The Social Perspective
verfasst von
Birger Lantow
Julian Schmitt
Fabienne Lambusch
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-37453-2_26